diff --git a/pkg/sync/pipeline/README.md b/pkg/sync/pipeline/README.md
new file mode 100644
index 000000000..b056c0901
--- /dev/null
+++ b/pkg/sync/pipeline/README.md
@@ -0,0 +1,3 @@
+# pkg/sync/pipeline
+
+提供内存批量聚合工具 
diff --git a/pkg/sync/pipeline/fanout/README.md b/pkg/sync/pipeline/fanout/README.md
new file mode 100644
index 000000000..cf88ddd8e
--- /dev/null
+++ b/pkg/sync/pipeline/fanout/README.md
@@ -0,0 +1,14 @@
+# pkg/sync/pipeline/fanout
+
+功能:
+
+* 支持定义Worker 数量的goroutine，进行消费
+* 内部支持的元数据传递（pkg/net/metadata）
+
+示例:
+```golang
+//名称为cache 执行线程为1 buffer长度为1024
+cache := fanout.New("cache", fanout.Worker(1), fanout.Buffer(1024))
+cache.Do(c, func(c context.Context) { SomeFunc(c, args...) })
+cache.Close()
+```
\ No newline at end of file
diff --git a/pkg/sync/pipeline/fanout/example_test.go b/pkg/sync/pipeline/fanout/example_test.go
new file mode 100644
index 000000000..5de973199
--- /dev/null
+++ b/pkg/sync/pipeline/fanout/example_test.go
@@ -0,0 +1,22 @@
+package fanout
+
+import "context"
+
+// addCache 加缓存的例子
+func addCache(c context.Context, id, value int) {
+	// some thing...
+}
+
+func Example() {
+	// 这里只是举个例子 真正使用的时候 应该用bm/rpc 传过来的context
+	var c = context.Background()
+	// 新建一个fanout 对象 名称为cache 名称主要用来上报监控和打日志使用 最好不要重复
+	// (可选参数) worker数量为1 表示后台只有1个线程在工作
+	// (可选参数) buffer 为1024 表示缓存chan长度为1024 如果chan慢了 再调用Do方法就会报错 设定长度主要为了防止OOM
+	cache := New("cache", Worker(1), Buffer(1024))
+	// 需要异步执行的方法
+	// 这里传进来的c里面的meta信息会被复制 超时会忽略 addCache拿到的context已经没有超时信息了
+	cache.Do(c, func(c context.Context) { addCache(c, 0, 0) })
+	// 程序结束的时候关闭fanout 会等待后台线程完成后返回
+	cache.Close()
+}
diff --git a/pkg/sync/pipeline/fanout/fanout.go b/pkg/sync/pipeline/fanout/fanout.go
new file mode 100644
index 000000000..ad20b3e12
--- /dev/null
+++ b/pkg/sync/pipeline/fanout/fanout.go
@@ -0,0 +1,151 @@
+package fanout
+
+import (
+	"context"
+	"errors"
+	"runtime"
+	"sync"
+
+	"github.com/bilibili/kratos/pkg/log"
+	"github.com/bilibili/kratos/pkg/net/metadata"
+	"github.com/bilibili/kratos/pkg/net/trace"
+	"github.com/bilibili/kratos/pkg/stat/prom"
+)
+
+var (
+	// ErrFull chan full.
+	ErrFull   = errors.New("fanout: chan full")
+	stats     = prom.BusinessInfoCount
+	traceTags = []trace.Tag{
+		trace.Tag{Key: trace.TagSpanKind, Value: "background"},
+		trace.Tag{Key: trace.TagComponent, Value: "sync/pipeline/fanout"},
+	}
+)
+
+type options struct {
+	worker int
+	buffer int
+}
+
+// Option fanout option
+type Option func(*options)
+
+// Worker specifies the worker of fanout
+func Worker(n int) Option {
+	if n <= 0 {
+		panic("fanout: worker should > 0")
+	}
+	return func(o *options) {
+		o.worker = n
+	}
+}
+
+// Buffer specifies the buffer of fanout
+func Buffer(n int) Option {
+	if n <= 0 {
+		panic("fanout: buffer should > 0")
+	}
+	return func(o *options) {
+		o.buffer = n
+	}
+}
+
+type item struct {
+	f   func(c context.Context)
+	ctx context.Context
+}
+
+// Fanout async consume data from chan.
+type Fanout struct {
+	name    string
+	ch      chan item
+	options *options
+	waiter  sync.WaitGroup
+
+	ctx    context.Context
+	cancel func()
+}
+
+// New new a fanout struct.
+func New(name string, opts ...Option) *Fanout {
+	if name == "" {
+		name = "fanout"
+	}
+	o := &options{
+		worker: 1,
+		buffer: 1024,
+	}
+	for _, op := range opts {
+		op(o)
+	}
+	c := &Fanout{
+		ch:      make(chan item, o.buffer),
+		name:    name,
+		options: o,
+	}
+	c.ctx, c.cancel = context.WithCancel(context.Background())
+	c.waiter.Add(o.worker)
+	for i := 0; i < o.worker; i++ {
+		go c.proc()
+	}
+	return c
+}
+
+func (c *Fanout) proc() {
+	defer c.waiter.Done()
+	for {
+		select {
+		case t := <-c.ch:
+			wrapFunc(t.f)(t.ctx)
+			stats.State(c.name+"_channel", int64(len(c.ch)))
+		case <-c.ctx.Done():
+			return
+		}
+	}
+}
+
+func wrapFunc(f func(c context.Context)) (res func(context.Context)) {
+	res = func(ctx context.Context) {
+		defer func() {
+			if r := recover(); r != nil {
+				buf := make([]byte, 64*1024)
+				buf = buf[:runtime.Stack(buf, false)]
+				log.Error("panic in fanout proc, err: %s, stack: %s", r, buf)
+			}
+		}()
+		f(ctx)
+		if tr, ok := trace.FromContext(ctx); ok {
+			tr.Finish(nil)
+		}
+	}
+	return
+}
+
+// Do save a callback func.
+func (c *Fanout) Do(ctx context.Context, f func(ctx context.Context)) (err error) {
+	if f == nil || c.ctx.Err() != nil {
+		return c.ctx.Err()
+	}
+	nakeCtx := metadata.WithContext(ctx)
+	if tr, ok := trace.FromContext(ctx); ok {
+		tr = tr.Fork("", "Fanout:Do").SetTag(traceTags...)
+		nakeCtx = trace.NewContext(nakeCtx, tr)
+	}
+	select {
+	case c.ch <- item{f: f, ctx: nakeCtx}:
+	default:
+		err = ErrFull
+	}
+	stats.State(c.name+"_channel", int64(len(c.ch)))
+	return
+}
+
+// Close close fanout
+func (c *Fanout) Close() error {
+	if err := c.ctx.Err(); err != nil {
+		return err
+	}
+	c.cancel()
+	c.waiter.Wait()
+	return nil
+}
diff --git a/pkg/sync/pipeline/fanout/fanout_test.go b/pkg/sync/pipeline/fanout/fanout_test.go
new file mode 100644
index 000000000..ef1df1169
--- /dev/null
+++ b/pkg/sync/pipeline/fanout/fanout_test.go
@@ -0,0 +1,30 @@
+package fanout
+
+import (
+	"context"
+	"testing"
+	"time"
+)
+
+func TestFanout_Do(t *testing.T) {
+	ca := New("cache", Worker(1), Buffer(1024))
+	var run bool
+	ca.Do(context.Background(), func(c context.Context) {
+		run = true
+		panic("error")
+	})
+	time.Sleep(time.Millisecond * 50)
+	t.Log("not panic")
+	if !run {
+		t.Fatal("expect run be true")
+	}
+}
+
+func TestFanout_Close(t *testing.T) {
+	ca := New("cache", Worker(1), Buffer(1024))
+	ca.Close()
+	err := ca.Do(context.Background(), func(c context.Context) {})
+	if err == nil {
+		t.Fatal("expect get err")
+	}
+}
diff --git a/pkg/sync/pipeline/pipeline.go b/pkg/sync/pipeline/pipeline.go
new file mode 100644
index 000000000..ef9263cb9
--- /dev/null
+++ b/pkg/sync/pipeline/pipeline.go
@@ -0,0 +1,185 @@
+package pipeline
+
+import (
+	"context"
+	"errors"
+	"sync"
+	"time"
+
+	"github.com/bilibili/kratos/pkg/net/metadata"
+	xtime "github.com/bilibili/kratos/pkg/time"
+)
+
+// ErrFull channel full error
+var ErrFull = errors.New("channel full")
+
+type message struct {
+	key   string
+	value interface{}
+}
+
+// Pipeline pipeline struct
+type Pipeline struct {
+	Do          func(c context.Context, index int, values map[string][]interface{})
+	Split       func(key string) int
+	chans       []chan *message
+	mirrorChans []chan *message
+	config      *Config
+	wait        sync.WaitGroup
+}
+
+// Config Pipeline config
+type Config struct {
+	// MaxSize merge size
+	MaxSize int
+	// Interval merge interval
+	Interval xtime.Duration
+	// Buffer channel size
+	Buffer int
+	// Worker channel number
+	Worker int
+	// Smooth smoothing interval
+	Smooth bool
+}
+
+func (c *Config) fix() {
+	if c.MaxSize <= 0 {
+		c.MaxSize = 1000
+	}
+	if c.Interval <= 0 {
+		c.Interval = xtime.Duration(time.Second)
+	}
+	if c.Buffer <= 0 {
+		c.Buffer = 1000
+	}
+	if c.Worker <= 0 {
+		c.Worker = 10
+	}
+}
+
+// NewPipeline new pipline
+func NewPipeline(config *Config) (res *Pipeline) {
+	if config == nil {
+		config = &Config{}
+	}
+	config.fix()
+	res = &Pipeline{
+		chans:       make([]chan *message, config.Worker),
+		mirrorChans: make([]chan *message, config.Worker),
+		config:      config,
+	}
+	for i := 0; i < config.Worker; i++ {
+		res.chans[i] = make(chan *message, config.Buffer)
+		res.mirrorChans[i] = make(chan *message, config.Buffer)
+	}
+	return
+}
+
+// Start start all mergeproc
+func (p *Pipeline) Start() {
+	if p.Do == nil {
+		panic("pipeline: do func is nil")
+	}
+	if p.Split == nil {
+		panic("pipeline: split func is nil")
+	}
+	var mirror bool
+	p.wait.Add(len(p.chans) + len(p.mirrorChans))
+	for i, ch := range p.chans {
+		go p.mergeproc(mirror, i, ch)
+	}
+	mirror = true
+	for i, ch := range p.mirrorChans {
+		go p.mergeproc(mirror, i, ch)
+	}
+}
+
+// SyncAdd sync add a value to channal, channel shard in split method
+func (p *Pipeline) SyncAdd(c context.Context, key string, value interface{}) {
+	ch, msg := p.add(c, key, value)
+	ch <- msg
+}
+
+// Add async add a value to channal, channel shard in split method
+func (p *Pipeline) Add(c context.Context, key string, value interface{}) (err error) {
+	ch, msg := p.add(c, key, value)
+	select {
+	case ch <- msg:
+	default:
+		err = ErrFull
+	}
+	return
+}
+
+func (p *Pipeline) add(c context.Context, key string, value interface{}) (ch chan *message, m *message) {
+	shard := p.Split(key) % p.config.Worker
+	if metadata.String(c, metadata.Mirror) != "" {
+		ch = p.mirrorChans[shard]
+	} else {
+		ch = p.chans[shard]
+	}
+	m = &message{key: key, value: value}
+	return
+}
+
+// Close all goroutinue
+func (p *Pipeline) Close() (err error) {
+	for _, ch := range p.chans {
+		ch <- nil
+	}
+	for _, ch := range p.mirrorChans {
+		ch <- nil
+	}
+	p.wait.Wait()
+	return
+}
+
+func (p *Pipeline) mergeproc(mirror bool, index int, ch <-chan *message) {
+	defer p.wait.Done()
+	var (
+		m         *message
+		vals      = make(map[string][]interface{}, p.config.MaxSize)
+		closed    bool
+		count     int
+		inteval   = p.config.Interval
+		oldTicker = true
+	)
+	if p.config.Smooth && index > 0 {
+		inteval = xtime.Duration(int64(index) * (int64(p.config.Interval) / int64(p.config.Worker)))
+	}
+	ticker := time.NewTicker(time.Duration(inteval))
+	for {
+		select {
+		case m = <-ch:
+			if m == nil {
+				closed = true
+				break
+			}
+			count++
+			vals[m.key] = append(vals[m.key], m.value)
+			if count >= p.config.MaxSize {
+				break
+			}
+			continue
+		case <-ticker.C:
+			if p.config.Smooth && oldTicker {
+				ticker.Stop()
+				ticker = time.NewTicker(time.Duration(p.config.Interval))
+				oldTicker = false
+			}
+		}
+		if len(vals) > 0 {
+			ctx := context.Background()
+			if mirror {
+				ctx = metadata.NewContext(ctx, metadata.MD{metadata.Mirror: "1"})
+			}
+			p.Do(ctx, index, vals)
+			vals = make(map[string][]interface{}, p.config.MaxSize)
+			count = 0
+		}
+		if closed {
+			ticker.Stop()
+			return
+		}
+	}
+}
diff --git a/pkg/sync/pipeline/pipeline_test.go b/pkg/sync/pipeline/pipeline_test.go
new file mode 100644
index 000000000..dcfdd8902
--- /dev/null
+++ b/pkg/sync/pipeline/pipeline_test.go
@@ -0,0 +1,132 @@
+package pipeline
+
+import (
+	"context"
+	"reflect"
+	"strconv"
+	"testing"
+	"time"
+
+	"github.com/bilibili/kratos/pkg/net/metadata"
+	xtime "github.com/bilibili/kratos/pkg/time"
+)
+
+func TestPipeline(t *testing.T) {
+	conf := &Config{
+		MaxSize:  3,
+		Interval: xtime.Duration(time.Millisecond * 20),
+		Buffer:   3,
+		Worker:   10,
+	}
+	type recv struct {
+		mirror string
+		ch     int
+		values map[string][]interface{}
+	}
+	var runs []recv
+	do := func(c context.Context, ch int, values map[string][]interface{}) {
+		runs = append(runs, recv{
+			mirror: metadata.String(c, metadata.Mirror),
+			values: values,
+			ch:     ch,
+		})
+	}
+	split := func(s string) int {
+		n, _ := strconv.Atoi(s)
+		return n
+	}
+	p := NewPipeline(conf)
+	p.Do = do
+	p.Split = split
+	p.Start()
+	p.Add(context.Background(), "1", 1)
+	p.Add(context.Background(), "1", 2)
+	p.Add(context.Background(), "11", 3)
+	p.Add(context.Background(), "2", 3)
+	time.Sleep(time.Millisecond * 60)
+	mirrorCtx := metadata.NewContext(context.Background(), metadata.MD{metadata.Mirror: "1"})
+	p.Add(mirrorCtx, "2", 3)
+	time.Sleep(time.Millisecond * 60)
+	p.SyncAdd(mirrorCtx, "5", 5)
+	time.Sleep(time.Millisecond * 60)
+	p.Close()
+	expt := []recv{
+		{
+			mirror: "",
+			ch:     1,
+			values: map[string][]interface{}{
+				"1":  {1, 2},
+				"11": {3},
+			},
+		},
+		{
+			mirror: "",
+			ch:     2,
+			values: map[string][]interface{}{
+				"2": {3},
+			},
+		},
+		{
+			mirror: "1",
+			ch:     2,
+			values: map[string][]interface{}{
+				"2": {3},
+			},
+		},
+		{
+			mirror: "1",
+			ch:     5,
+			values: map[string][]interface{}{
+				"5": {5},
+			},
+		},
+	}
+	if !reflect.DeepEqual(runs, expt) {
+		t.Errorf("expect get %+v,\n got: %+v", expt, runs)
+	}
+}
+
+func TestPipelineSmooth(t *testing.T) {
+	conf := &Config{
+		MaxSize:  100,
+		Interval: xtime.Duration(time.Second),
+		Buffer:   100,
+		Worker:   10,
+		Smooth:   true,
+	}
+	type result struct {
+		index int
+		ts    time.Time
+	}
+	var results []result
+	do := func(c context.Context, index int, values map[string][]interface{}) {
+		results = append(results, result{
+			index: index,
+			ts:    time.Now(),
+		})
+	}
+	split := func(s string) int {
+		n, _ := strconv.Atoi(s)
+		return n
+	}
+	p := NewPipeline(conf)
+	p.Do = do
+	p.Split = split
+	p.Start()
+	for i := 0; i < 10; i++ {
+		p.Add(context.Background(), strconv.Itoa(i), 1)
+	}
+	time.Sleep(time.Millisecond * 1500)
+	if len(results) != conf.Worker {
+		t.Errorf("expect results equal worker")
+		t.FailNow()
+	}
+	for i, r := range results {
+		if i > 0 {
+			if r.ts.Sub(results[i-1].ts) < time.Millisecond*20 {
+				t.Errorf("expect runs be smooth")
+				t.FailNow()
+			}
+		}
+	}
+}